From API wrapper to enterprise agentic platform, without rebuilding the plumbing.

01 Compute cost leakage

Every request goes to the most expensive model by default, and nobody can see which tasks actually need it.

02 Custom agent infrastructure rebuilds

Memory, orchestration, permissions and logging are rebuilt from scratch for each product iteration.

03 Prompt drift and evaluation drag

Model updates quietly change behaviour, and manual testing cannot keep up with each release.

04 Enterprise security hurdles

Enterprise buyers ask about data isolation, encryption and audit trails before a pilot can start.

Multi-Model Cost and Performance Optimisation

The problem

Compute spend grows faster than revenue, and nobody knows which calls need the top model.

The mOS process

The routing engine logs cost, latency and quality for every task type, tests cheaper models against your quality thresholds and recommends routing changes for an engineer to approve.

The outcome

Visible, controllable compute spend with quality held to your bar.

Enterprise Knowledge Graph and Kernel Deployment

The problem

Every enterprise customer needs isolated, permissioned knowledge, and building it takes months.

The mOS process

For each customer, a sovereign kernel is provisioned with its own keys and access rules, their documents are ingested into a structured knowledge graph and every access is logged.

The outcome

Faster enterprise onboarding with isolation you can explain.

Agent Benchmark Evaluation and Prompt Testing

The problem

Model and prompt changes break behaviour without warning.

The mOS process

Agentic Citizens run your evaluation sets against every prompt, model and playbook change, compare results with the last approved baseline and flag regressions before release.

The outcome

Releases ship with evidence, and regressions are caught before customers find them.

Developer SDK Onboarding and API Telemetry

The problem

Developers struggle to integrate, and usage problems surface as churn.

The mOS process

Agentic Citizens answer integration questions from your docs, draft tested examples and watch API telemetry for error spikes or stalled integrations, alerting your team with context.

The outcome

Faster integrations and earlier warning of accounts at risk.